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<article article-type="research-article" dtd-version="1.3" xmlns:mml="http://www.w3.org/1998/Math/MathML" xmlns:xlink="http://www.w3.org/1999/xlink" xmlns:xsi="http://www.w3.org/2001/XMLSchema-instance" xml:lang="en"><front><journal-meta><journal-id journal-id-type="publisher-id">urovest</journal-id><journal-title-group><journal-title xml:lang="en">Urology Herald</journal-title><trans-title-group xml:lang="ru"><trans-title>Вестник урологии</trans-title></trans-title-group></journal-title-group><issn pub-type="epub">2308-6424</issn><publisher><publisher-name>Rostov State Medical University</publisher-name></publisher></journal-meta><article-meta><article-id pub-id-type="doi">10.21886/2308-6424-2021-9-4-30-39</article-id><article-id custom-type="elpub" pub-id-type="custom">urovest-501</article-id><article-categories><subj-group subj-group-type="heading"><subject>Research Article</subject></subj-group><subj-group subj-group-type="section-heading" xml:lang="en"><subject>ORIGINAL ARTICLES</subject></subj-group><subj-group subj-group-type="section-heading" xml:lang="ru"><subject>ОРИГИНАЛЬНЫЕ СТАТЬИ</subject></subj-group></article-categories><title-group><article-title>Lipidomic profile of seminal plasma in non-obstructive azoospermia with sperm maturation arrest</article-title><trans-title-group xml:lang="ru"><trans-title>Липидомный профиль семенной плазмы при необструктивной азооспермии с остановкой созревания сперматозоидов</trans-title></trans-title-group></title-group><contrib-group><contrib contrib-type="author" corresp="yes"><contrib-id contrib-id-type="orcid">https://orcid.org/0000-0002-9128-2714</contrib-id><name-alternatives><name name-style="eastern" xml:lang="ru"><surname>Гамидов</surname><given-names>С. И.</given-names></name><name name-style="western" xml:lang="en"><surname>Gamidov</surname><given-names>S. I.</given-names></name></name-alternatives><bio xml:lang="ru"><p>Гамидов Сафар Исраилович — доктор медицинских наук, профессор; руководитель отделения андрологии и урологии НМИЦ АГП им. В.И. Кулакова Минздрава России; профессор кафедры акушерства, гинекологии, перинатологии и репродуктологи Института последипломного образования Первый МГМУ им. И.М. Сеченова Минздрава России (Сеченовский Университет).</p><p>117997, Москва, ул. Академика Опарина, д. 4; 119991, Москва, ул. Трубецкая, д. 8, стр. 2.</p></bio><bio xml:lang="en"><p>Safar I. Gamidov — M. D., Dr.Sc. (Med), Full Prof.; Head, Andrology and Urology Division, Kulakov National Medical Researcl Center of Obstetrics, Gynecology, and Perinatology; Prof., Dept. of Obstetrics, Gynecolog, y and Perinatology, Institute of Postgraduate Education, Seclenov First Moscow State Medical University (Seclenov University).</p><p>117997, Moscow, 4 Oparina St.; 119991, Moscow, 8 Trubetskaya St. bldg. 2.</p></bio><email xlink:type="simple">safargamidov@yandex.ru</email><xref ref-type="aff" rid="aff-1"/></contrib><contrib contrib-type="author" corresp="yes"><contrib-id contrib-id-type="orcid">https://orcid.org/0000-0002-3902-9236</contrib-id><name-alternatives><name name-style="eastern" xml:lang="ru"><surname>Шатылко</surname><given-names>Т. В.</given-names></name><name name-style="western" xml:lang="en"><surname>Shatylko</surname><given-names>T. V.</given-names></name></name-alternatives><bio xml:lang="ru"><p>Шатылко Тарас Валерьевич — кандидат медицинских наук; врач-уролог отделения андрологии и урологии НМИЦ АГП им. В.И. Кулакова Минздрава России.</p><p>117997, Москва, ул. Академика Опарина, д. 4.</p></bio><bio xml:lang="en"><p>Taras V. Shatylko — M. D., Cand.Sc. (Med); Urologist, An-drology and Urology Division, Kulakov National Medical Researcl Center of Obstetrics, Gynecology, and Perinatology.</p><p>117997, Moscow, 4 Oparina St.</p></bio><email xlink:type="simple">dialectic.law@gmail.com</email><xref ref-type="aff" rid="aff-2"/></contrib><contrib contrib-type="author" corresp="yes"><contrib-id contrib-id-type="orcid">https://orcid.org/0000-0001-8151-0077</contrib-id><name-alternatives><name name-style="eastern" xml:lang="ru"><surname>Тамбиев</surname><given-names>А. Х.</given-names></name><name name-style="western" xml:lang="en"><surname>Tambiev</surname><given-names>A. Kh.</given-names></name></name-alternatives><bio xml:lang="ru"><p>Тамбиев Алихан Халитович — аспирант кафедры акушерства, гинекологии, перинатологии и репродуктологи Института последипломного образования Первый МГМУ им. И.М. Сеченова Минздрава России (Сеченовский Университет).</p><p>119991, Москва, ул. Трубецкая, д. 8, стр. 2.</p></bio><bio xml:lang="en"><p>Alikhan Kh. Tambiev — M. D.; Postgraduate Student. Dept. of Obstetrics, Gynecology, Perinatology, and Reproductology, Institute of Postgraduate Education, Sechenov First Moscow State Medical University (Sechenov University).</p><p>119991, Moscow, 8 Trubetskaya St. bldg. 2.</p></bio><email xlink:type="simple">dr.tambiev@gmail.com</email><xref ref-type="aff" rid="aff-3"/></contrib><contrib contrib-type="author" corresp="yes"><contrib-id contrib-id-type="orcid">https://orcid.org/0000-0001-5918-9045</contrib-id><name-alternatives><name name-style="eastern" xml:lang="ru"><surname>Токарева</surname><given-names>А. О.</given-names></name><name name-style="western" xml:lang="en"><surname>Tokareva</surname><given-names>A. O.</given-names></name></name-alternatives><bio xml:lang="ru"><p>Токарева Алиса Олеговна — сотрудник лаборатории протеомики и метаболомики репродукции человека НМИЦ АГП им. В.И. Кулакова Минздрава России.</p><p>117997, Москва, ул. Академика Опарина, д. 4.</p></bio><bio xml:lang="en"><p>Alisa O. Tokareva — Researcher, Proteomics and Metabo-lomics Laboratory of Human Reproduction, Kulakov National Medical Research Center of Obstetrics, Gynecology and Perinatology.</p><p>117997, Moscow, 4 Oparina St.</p></bio><email xlink:type="simple">alisa.tokareva@phystech.edu</email><xref ref-type="aff" rid="aff-2"/></contrib><contrib contrib-type="author" corresp="yes"><contrib-id contrib-id-type="orcid">https://orcid.org/0000-0002-5120-376X</contrib-id><name-alternatives><name name-style="eastern" xml:lang="ru"><surname>Чаговец</surname><given-names>В. В.</given-names></name><name name-style="western" xml:lang="en"><surname>Chagovets</surname><given-names>V. V.</given-names></name></name-alternatives><bio xml:lang="ru"><p>Чаговец Виталий Викторович — кандидат физико-математических наук; старший научный сотрудник лаборатории протеомики и метаболомики репродукции человека НМИЦ АГП им. В.И. Кулакова Минздрава России.</p><p>117997, Москва, ул. Академика Опарина, д. 4.</p></bio><bio xml:lang="en"><p>Vitaliy V. Chagovets — Cand.Sc. (Phys-Math); Senior Researcher, Proteomics and Metabolomics Laboratory of Human Reproduction, Kulakov National Medical Research Center of Obstetrics, Gynecology, and Perinatology.</p><p>117997, Moscow, 4 Oparina St.</p></bio><email xlink:type="simple">vvchagovets@gmail.com</email><xref ref-type="aff" rid="aff-2"/></contrib><contrib contrib-type="author" corresp="yes"><contrib-id contrib-id-type="orcid">https://orcid.org/0000-0002-9690-6338</contrib-id><name-alternatives><name name-style="eastern" xml:lang="ru"><surname>Бицоев</surname><given-names>Т. Б.</given-names></name><name name-style="western" xml:lang="en"><surname>Bitsoev</surname><given-names>T. B.</given-names></name></name-alternatives><bio xml:lang="ru"><p>Бицоев Тимур Борисович — аспирант кафедры акушерства, гинекологии, перинатологии и репродуктологи Института последипломного образования Первый МГМУ им. И.М. Сеченова Минздрава России (Сеченовский Университет).</p><p>119991, Москва, ул. Трубецкая, д. 8, стр. 2.</p></bio><bio xml:lang="en"><p>Timur B. Bitsoev — M. D.; Postgraduate Student. Dept. of Obstetrics, Gynecology, Perinatology, and Reproductology, Institute of Postgraduate Education, Sechenov First Moscow State Medical University (Sechenov University).</p><p>119991, Moscow, 8 Trubetskaya St. bldg. 2.</p></bio><email xlink:type="simple">6646362@mail.ru</email><xref ref-type="aff" rid="aff-3"/></contrib><contrib contrib-type="author" corresp="yes"><contrib-id contrib-id-type="orcid">https://orcid.org/0000-0001-6650-5915</contrib-id><name-alternatives><name name-style="eastern" xml:lang="ru"><surname>Стародубцева</surname><given-names>Н. Л.</given-names></name><name name-style="western" xml:lang="en"><surname>Starodubtseva</surname><given-names>N. L.</given-names></name></name-alternatives><bio xml:lang="ru"><p>Стародубцева Наталья Леонидовна — кандидат биологических наук; заведующая лабораторией протеомики и метаболомики репродукции человека НМИЦ АГП им. В.И. Кулакова Минздрава России.</p><p>117997, Москва, ул. Академика Опарина, д. 4.</p></bio><bio xml:lang="en"><p>Natalia L. Starodubtseva — Cand.Sc. (Biol); Head, Proteomics, and Metabolomics Laboratory of Human Reproduction, Kulakov National Medical Research Center of Obstetrics, Gynecology, and Perinatology.</p><p>117997, Moscow, 4 Oparina St.</p></bio><email xlink:type="simple">n_starodubtseva@oparina4.com</email><xref ref-type="aff" rid="aff-2"/></contrib><contrib contrib-type="author" corresp="yes"><contrib-id contrib-id-type="orcid">https://orcid.org/0000-0003-1163-5602</contrib-id><name-alternatives><name name-style="eastern" xml:lang="ru"><surname>Попова</surname><given-names>А. Ю.</given-names></name><name name-style="western" xml:lang="en"><surname>Popova</surname><given-names>A. Yu.</given-names></name></name-alternatives><bio xml:lang="ru"><p>Попова Алина Юрьевна — кандидат медицинских наук; старший научный сотрудник отделения андрологии и урологии НМИЦ АГП им. В.И. Кулакова Минздрава России.</p><p>117997, Москва, ул. Академика Опарина, д. 4.</p></bio><bio xml:lang="en"><p>Alina Yu. Popova — M. D., Cand.Sc. (Med); Senior Researcher, Andrology and Urology Division, Kulakov National Medical Research Center of Obstetrics, Gynecology, and Perinatology.</p><p>117997, Moscow, 4 Oparina St.</p></bio><email xlink:type="simple">alina-dock@yandex.ru</email><xref ref-type="aff" rid="aff-2"/></contrib><contrib contrib-type="author" corresp="yes"><contrib-id contrib-id-type="orcid">https://orcid.org/0000-0002-9780-4579</contrib-id><name-alternatives><name name-style="eastern" xml:lang="ru"><surname>Франкевич</surname><given-names>В. Е.</given-names></name><name name-style="western" xml:lang="en"><surname>Frankevich</surname><given-names>V. E.</given-names></name></name-alternatives><bio xml:lang="ru"><p>Франкевич Владимир Евгеньевич — кандидат физико-математических наук; заведующий отделом системной биологии в репродукции НМИЦ АГП им. В.И. Кулакова Минздрава России.</p><p>117997, Москва, ул. Академика Опарина, д. 4.</p></bio><bio xml:lang="en"><p>Vladimir E. Frankevich — Cand.Sc. (Phys-Math); Head, Division of System Biology in Reproduction, Kulakov National Medical Research Center of Obstetrics, Gynecology, and Perinatology.</p><p>117997, Moscow, 4 Oparina St.</p></bio><email xlink:type="simple">v_frankevich@oparina4.ru</email><xref ref-type="aff" rid="aff-2"/></contrib></contrib-group><aff-alternatives id="aff-1"><aff xml:lang="ru"><institution>Национальный медицинский исследовательский центр акушерства, гинекологии и перинатологии имени академика В.И. Кулакова Минздрава России; Первый Московский государственный медицинский университет имени И.М. Сеченова Минздрава России (Сеченовский Университет)</institution><country>Россия</country></aff><aff xml:lang="en"><institution>Kulakov National Medical Research Center of Obstetrics, Gynecology, and Perinatology; Sechenov First Moscow State Medical University (Sechenov University)</institution><country>Russian Federation</country></aff></aff-alternatives><aff-alternatives id="aff-2"><aff xml:lang="ru"><institution>Национальный медицинский исследовательский центр акушерства, гинекологии и перинатологии имени академика В.И. Кулакова Минздрава России</institution><country>Россия</country></aff><aff xml:lang="en"><institution>Kulakov National Medical Research Center of Obstetrics, Gynecology, and Perinatology</institution><country>Russian Federation</country></aff></aff-alternatives><aff-alternatives id="aff-3"><aff xml:lang="ru"><institution>Первый Московский государственный медицинский университет имени И.М. Сеченова Минздрава России (Сеченовский Университет)</institution><country>Россия</country></aff><aff xml:lang="en"><institution>Sechenov First Moscow State Medical University (Sechenov University)</institution><country>Russian Federation</country></aff></aff-alternatives><pub-date pub-type="collection"><year>2021</year></pub-date><pub-date pub-type="epub"><day>24</day><month>12</month><year>2021</year></pub-date><volume>9</volume><issue>4</issue><fpage>30</fpage><lpage>39</lpage><permissions><copyright-statement>Copyright &amp;#x00A9; Gamidov S.I., Shatylko T.V., Tambiev A.K., Tokareva A.O., Chagovets V.V., Bitsoev T.B., Starodubtseva N.L., Popova A.Y., Frankevich V.E., 2021</copyright-statement><copyright-year>2021</copyright-year><copyright-holder xml:lang="ru">Гамидов С.И., Шатылко Т.В., Тамбиев А.Х., Токарева А.О., Чаговец В.В., Бицоев Т.Б., Стародубцева Н.Л., Попова А.Ю., Франкевич В.Е.</copyright-holder><copyright-holder xml:lang="en">Gamidov S.I., Shatylko T.V., Tambiev A.K., Tokareva A.O., Chagovets V.V., Bitsoev T.B., Starodubtseva N.L., Popova A.Y., Frankevich V.E.</copyright-holder><license license-type="creative-commons-attribution" xlink:href="https://creativecommons.org/licenses/by/4.0/" xlink:type="simple"><license-p>This work is licensed under a Creative Commons Attribution 4.0 License.</license-p></license></permissions><self-uri xlink:href="https://www.urovest.ru/jour/article/view/501">https://www.urovest.ru/jour/article/view/501</self-uri><abstract><sec><title>Introduction</title><p>Introduction. The difference between obstructive and non-obstructive azoospermia with sperm maturation arrest is important for the choice of treatment tactics and adequate counseling of a married couple.</p></sec><sec><title>Purpose of the study</title><p>Purpose of the study. The study aimed to assess the semen lipid profile in patients with sperm maturation arrest. Materials and methods. Samples of seminal plasma for lipid composition of 24 men with normozoospermia and 64 men with azoospermia were studied. Patients with azoospermia underwent microdissection testicular biopsy followed by the detection of testicular tissue pathology. Lipid extracts were analyzed by liquid chromatography with mass spectrometry. Lipid data were compared with the results of pathomorphological studies.</p></sec><sec><title>Results</title><p>Results. Comparison of two groups revealed a statistically significant concentration differences for 22 lipids detected in positive-ion mode and 11 lipids detected in negative-ion mode. Those lipids mainly belong to the classes hexosylceramides, sphingomyelins and phosphatidylcholines — simple ethers and oxidized lipids. In multivariate analysis, the following lipids were found to be statistically significant predictors of sperm maturation arrest: PC 16: 0_22: 6 lipid (β-coefficient: -0.73; 95% confidence interval (95% CI): -1.42 to -0.27; odds ratio (OR): 0.48; OR CI: 0.24 to 0.76; Wald's test: -2.58; p = 0.01), SM d20: 1/22:2 lipid (β-coefficient 4.96; 95% CI 2.29 to 9.13; OR: 142.31; OR CI: 9.90 to 9.22^103; Wald's test: 2.93; p = 0.003); PG 20:3_22: 6 lipid (β-coefficient 2.52; 95% CI 1.13 to 4.49; OR: 12.37; OR CI: 3.10 to 89.27; Wald's test: 3.02; p = 0.002); PC O- 16: 1/16:0 lipid (β-coefficient 1.96; 95% CI -4.12 to 0.27; OR: 0.14; OR CI: 0.02 to 0.76; Wald's test: -2.05; p = 0.04). The prediction model characteristics of sperm maturation arrest, obtained during cross-validation in the positiveion mode composed: sensitivity 91%, specificity 85%; in negative-ion mode: sensitivity 75%; specificity 81%.</p></sec><sec><title>Conclusions</title><p>Conclusions. Even though early stages of spermatogenesis are equally preserved in both fertile men and men with homogeneous sperm maturation arrest, the semen in the studied group of patients differed in its lipid profile. Patients with non-obstructive azoospermia, associated with meiosis arrest, may have unique lipidomic characteristics of seminal plasma, which in the future will make it possible to differentiate various variants of severe male infertility using non-invasive methods.</p></sec></abstract><trans-abstract xml:lang="ru"><sec><title>Введение</title><p>Введение. Различие между обструктивной азооспермией и необструктивной азооспермией с остановкой созревания сперматозоидов имеет важное значение для выбора тактики лечения и адекватного консультирования супружеской пары.</p></sec><sec><title>Цель исследования</title><p>Цель исследования. Оценка липидомного профиля эякулята у пациентов с остановкой созревания сперматозоидов.</p></sec><sec><title>Материалы и методы</title><p>Материалы и методы. Исследованы образцы семенной плазмы на липидомный состав 24 мужчин с нормозооспер-мией и 64 мужчин с азооспермией, последним была проведена микродиссекционная биопсия яичка с последующим гистологическим исследованием. Из эякулята выделены липиды методом экстракции Фолча. Данные липидомного анализа были сопоставлены с результатами патоморфологического исследования.</p></sec><sec><title>Результаты</title><p>Результаты. При сравнении группы с остановкой созревания сперматозоидов и группы контроля были выбраны как статистически значимые 22 липида в режиме положительных ионов и 11 липидов в режиме отрицательных ионов. Липиды преимущественно относятся к классам (гексозил) церамидов, сфингомиелинов и фосфотидил-холинов — простых эфиров и окисленных липидов. При многофакторном анализе статистически значимыми предикторами остановки созревания сперматозоидов оказались содержание следующих липидов: PC 16:0_22:6 (β-коэффициент: -0,73; 95% доверительный интервал (ДИ): от -1,42 до -0,27; отношение шансов (ОШ): 0,48; доверительный интервал отношения шансов (ДИ ОШ): от 0,24 до 0,76; критерий Вальда: -2,58; p = 0,01); SM d20:1/22:2 (β-коэффициент: 4,96; 95% ДИ: от 2,29 до 9,13; ОШ: 142,31; ДИ ОШ: от 9,90 - 9,22^103; критерий Вальда: 2,93; p = 0,003); PG 20:3_22:6 (β-коэффициент: 2,52; 95% ДИ: от 1,13 до 4,49; ОШ: 12,37; ДИ ОШ: от 3,10 до 89,27; критерий Вальда: 3,02; p = 0,002); PC O- 16:1/16:0 (β-коэффициент: -1,96; 95% ДИ: от -4,12 до 0,27; ОШ: 0,14; ДИ ОШ: от 0,02 до 0,76; критерий Вальда: -2,05; p = 0,04). Характеристика модели для диагностики остановки созревания сперматозоидов, полученная в ходе кросс-валидации в режиме положительных ионов: чувствительность — 91%, специфичность — 85%; в режиме отрицательных ионов: чувствительность — 75%; специфичность — 81%.</p></sec><sec><title>Заключение</title><p>Заключение. Несмотря на то, что и у фертильных мужчин, и у мужчин с гомогенной остановкой созревания сперматозоидов в равной мере сохранены ранние этапы сперматогенеза, эякулят у исследуемой группы пациентов отличается по своему липидному профилю. Пациенты с необструктивной азооспермией, в частности на фоне остановки мейоза, могут иметь уникальные липидомные характеристики семенной плазмы, которые в будущем возможно позволят дифференцировать различные варианты тяжёлого мужского бесплодия с помощью неинвазивных методов.</p></sec></trans-abstract><kwd-group xml:lang="ru"><kwd>азооспермия</kwd><kwd>остановка созревания сперматоизоидов</kwd><kwd>липидом эякулята</kwd><kwd>семенная плазма</kwd></kwd-group><kwd-group xml:lang="en"><kwd>azoospermia</kwd><kwd>sperm maturation arrest</kwd><kwd>semen lipidomics</kwd><kwd>seminal plasma</kwd></kwd-group><funding-group><funding-statement xml:lang="ru">Исследование выполнено при финансовой поддержке РФФИ и ГФЕН в рамках научного проекта № 19-515-55021 Китай_а.</funding-statement><funding-statement xml:lang="en">The study was carried out with the financial support of the Russian Foundation for Basic Research (RFBR) and The National Natural Science Foundation of China (NSFC) in the framework of a scientific project № 19-515-55021 China.</funding-statement></funding-group></article-meta></front><body><sec><title>Introduction</title><p>Azoospermia, defined as the absence of sperm cells in the ejaculate, is a phenomenon detected in about 1% of the male population and 10 – 15% of infertile men [1, 2]. Unlike obstructive azoospermia, in which there is an obstruction of the spermoducts, non-obstructive azoospermia is characterized by a complete absence of sperm cells in the seminal fluid due to minimal spermatogenesis or its absence as well. Men suffering from non-obstructive azoospermia represent the most complicated infertile men category to treat. Compared to fertile men, they usually have an increased level of follicle-stimulating hormone (FSH), a reduced level of total testosterone in the blood serum, and a reduced testicular volume. So, to initiate a biological pregnancy, they usually require in vitro fertilization (IVF) and intracytoplasmic sperm injection (ICSI) through using testicular sperm which has been obtained surgically [<xref ref-type="bibr" rid="cit3">3</xref>]. Unfortunately, the frequency of surgical sperm extraction in men with non-obstructive azoospermia remains low [<xref ref-type="bibr" rid="cit4">4</xref>].</p><p>Histopathological diagnoses based on testicular biopsy in men with non-obstructive azoospermia include Sertoli cell-only syndrome (SCO-syndrome), hypospermatogenesis, and the sperm maturation arrest, determined by the presence of germ cells that have not reached full maturity. A homogeneous stoppage of sperm maturation is characterized by a stoppage of spermatogenesis at the same stage in all the seminal tubules [<xref ref-type="bibr" rid="cit5">5</xref>]. It is divided into an early one (so that only spermatogonia or spermatocytes are detected) and a late one (spermatids without spermatozoa are detected) [<xref ref-type="bibr" rid="cit6">6</xref>][<xref ref-type="bibr" rid="cit7">7</xref>]. Some men with sperm maturation arrest may have spermatogenesis foci in the testicles, and the spermatozoa found in these loci during microTESE can be used for IVF/ICSI [<xref ref-type="bibr" rid="cit5">5</xref>].</p><p>The sperm maturation arrest can be a primary (genetic or idiopathic) or acquired one. Thus, acquired causes include iatrogenic conditions (chemotherapy, radiation therapy, medication therapy, and testosterone supplements), past infections, endocrinopathies, congenital anomalies (cryptorchidism), testicular torsion, and varicocele [<xref ref-type="bibr" rid="cit8">8</xref>]. Such patients, as well as patients suffering from obstructive azoospermia, have normal serum hormone levels (FSH, luteinizing hormone, testosterone, and prolactin) and testicular volume [<xref ref-type="bibr" rid="cit9">9</xref>]. But there are also contradictory data. So, T. Ishikawa et al. It was found that individuals with later stages of sperm maturation arrest had a lower level of FSH and a larger diameter of the seminal tubules than men with earlier stages [<xref ref-type="bibr" rid="cit8">8</xref>]. It has also been reported that genetic abnormalities, such as Y-chromosome microdeletions and karyotypic anomalies, are more often detected in patients with sperm maturation arrest [<xref ref-type="bibr" rid="cit5">5</xref>][<xref ref-type="bibr" rid="cit10">10</xref>][<xref ref-type="bibr" rid="cit11">11</xref>][<xref ref-type="bibr" rid="cit12">12</xref>].</p><p>Therefore, Hung et al. reported that men with uniform sperm maturation arrest and normal FSH had a lower frequency of surgical sperm extraction using microTESE and worse IVF/ICSI results than other men suffering from non-obstructive azoospermia [<xref ref-type="bibr" rid="cit5">5</xref>]. For men with obstructive azoospermia, for example, those who have previously undergone vasectomy, the frequency of surgical sperm extraction should be almost 100% [<xref ref-type="bibr" rid="cit13">13</xref>]. However, even though nomogram predictions depending on testicular size and serum FSH levels are sometimes effective for differentiating men with non-obstructive azoospermia and idiopathic obstructive azoospermia, they are not entirely accurate [<xref ref-type="bibr" rid="cit14">14</xref>]. In addition, men with the histology of sperm maturation arrest may have normal testicular volume and a relatively lower level of FSH compared to other histological subtypes of non-obstructive azoospermia, which may complicate the differential diagnosis with obstructive azoospermia [<xref ref-type="bibr" rid="cit15">15</xref>].</p><p>Thus, a marker that allows differentiating these two conditions (obstructive azoospermia and sperm maturation arrest) would help in predicting the success of surgical methods of sperm extraction and counseling patients with male infertility. A potential source of such biomarkers is seminal plasma.</p><p>Therefore, this study aimed to evaluate the lipidomic profile of ejaculate in patients suffering from sperm maturation arrest.</p></sec><sec><title>Materials and methods</title><p>The authors of this article studied the lipidomic profile of seminal plasma of 64 patients with azoospermia and 24 healthy men with normozoospermia (as a control group). This study was carried out at the Andrology and Urology Divison, Kulakov National Research Medical Center of Obstetrics, Gynecology, and Perinatology in 2019 – 2021. This study was also approved by the Ethics Committee of Sechenov University. All the patients gave written consent to participate in the study.</p><p>The study group included men over the age of 18 with azoospermia, confirmed twice by the seminal fluid analysis. Exclusion criteria: infectious diseases (acute and chronic in the acute stage), retrograde ejaculation, and anejaculation. All 64 men underwent the microTESE procedure, which was performed following standard protocols described by Dabaja and Schlegel [<xref ref-type="bibr" rid="cit16">16</xref>], followed by a pathomorphological examination of testicular biopsies. In this study, the seminal plasma lipid profile of men with non-obstructive azoospermia, including histology of sperm maturation arrest, was evaluated.</p><p>Lipids from the seminal plasma were isolated by Folch extraction. Lipid extracts and quality control samples were analyzed on liquid chromatography according to the method described earlier by the authors [<xref ref-type="bibr" rid="cit17">17</xref>]. Lipids were identified by using the Lipid Match R-script1 by exact mass using the Lipid Maps database2 and by characteristic tandem mass spectra (MS/MS).</p><p>Statistical analysis. As for statistical processing of the results, the authors used scripts written in the R language3 and the RStudio program4 (RStudio PBC, USA). Before the study, the data were normalized to the median values of the corresponding peaks in the quality control samples. While comparing the “control” and “azoospermia with sperm maturation arrest” groups, the Mann-Whitney test was used. The Wilcoxon criterion was used to compare the lipid profiles of the ejaculate before and after surgery. Median (Me) and quartiles Q1 and Q3 were used to describe quantitative data. The value of the threshold significance level p was assumed to be 0.05.</p><p>The selection of variables for the construction of diagnostic models based on the logistic regression “control” / “stopping sperm maturation” was carried out by a two-stage method: by using discriminant analysis, orthogonal projections of variables on hidden structures (OPLS-DA) determined the values of projections of variables (PV) and selected those that satisfied the condition PV &gt; 1. Variables were selected from them step by step, based on the value of the Akaike information criterion (ICA). When the growth of ICA stopped, those whose coefficients did not differ statistically significantly from 0 (the significance threshold was 0.05) were excluded from the selected set of compounds step by step. The obtained models were validated by using cross-validation for a separate object.</p></sec><sec><title>Results</title><p>Therefore, after microdissection testicular biopsy, sperm cells were found in 25 out of 64 patients. Thus, 14 out of 64 patients had a pathomorphological picture of sperm maturation arrest and all had a negative outcome of microTESE.</p><p>While comparing the control group and the group with sperm maturation arrest, 22 lipids in the positive ion mode were selected as statistically significant ones (Table 1) and 11 lipids in the negative ion mode (Table 2). Lipids belong mainly to the classes of hexosylceramides, sphingomyelins and phosphatidylcholines – esters, and oxidized lipids.</p><table-wrap id="table-1"><caption><p>Table 1. Lipid levels with a statistically significant difference in levels between the control group and the maturing group, recorded in the positive-ion mode</p></caption><table><tbody><tr><td> 
Lipids</td><td>Сontrol group
(n = 24)</td><td>Sperm maturation arrest
(n = 14)</td><td>p</td></tr><tr><td>Cer-NS d18:2/18:2</td><td>1.73e+06(1.22e+06;2.44e+06)</td><td>2.44e+06(2.22e+06;2.98e+06)</td><td>0.02</td></tr><tr><td>DG 18:0_20:0</td><td>1.88e+05(1.35e+05;2.29e+05)</td><td>2.75e+05(2.43e+05;3.31e+05)</td><td>0.001</td></tr><tr><td>HexCer-NDS d18:0/22:0</td><td>7.4e+05(5.64e+05;8.51e+05)</td><td>9.9e+05(7.06e+05;1.83e+06)</td><td>0.05</td></tr><tr><td>HexCer-NDS d18:0/24:0</td><td>4.39e+06(3.06e+06;5.17e+06)</td><td>5.32e+06(4.55e+06;8.08e+06)</td><td>0.02</td></tr><tr><td>HexCer-NS d18:1/24:1</td><td>4.11e+04(2.81e+04;6.23e+04)</td><td>7.71e+04(3.89e+04;1.03e+05)</td><td>0.03</td></tr><tr><td>HexCer-NS d18:2/24:2</td><td>6.34e+05(4.47e+05;8.79e+05)</td><td>8.38e+05(6.93e+05;1.01e+06)</td><td>0.04</td></tr><tr><td>LPC 18:0</td><td>8.15e+05(6.5e+05;1.16e+06)</td><td>1.37e+06(8.08e+05;1.67e+06)</td><td>0.04</td></tr><tr><td>OxTG 16:1_16:1_16:1(OH)</td><td>8.64e+04(6.52e+04;9.9e+04)</td><td>1.05e+05(9.02e+04;1.44e+05)</td><td>0.03</td></tr><tr><td>PC 16:0_22:6</td><td>7.7e+05(4.78e+05;1.13e+06)</td><td>1.65e+05(1.14e+05;2.47e+05)</td><td>&lt;0.001</td></tr><tr><td>PE 20:0_20:5</td><td>5.02e+05(4.05e+05;5.94e+05)</td><td>6.35e+05(5.51e+05;7.06e+05)</td><td>0.02</td></tr><tr><td>SM d16:1/18:0</td><td>6.58e+07(5.89e+07;7.92e+07)</td><td>8.43e+07(7.02e+07;1.04e+08)</td><td>0.02</td></tr><tr><td>SM d16:1/22:0</td><td>8.46e+05(6.71e+05;1.2e+06)</td><td>1.37e+06(1.19e+06;1.51e+06)</td><td>0.03</td></tr><tr><td>SM d18:0/20:0</td><td>1.76e+06(1.43e+06;2.4e+06)</td><td>3.31e+06(2.55e+06;4.61e+06)</td><td>&lt;0.001</td></tr><tr><td>SM d18:1/16:1</td><td>4.21e+05(3.76e+05;5.13e+05)</td><td>4.93e+05(4.41e+05;6.96e+05)</td><td>0.04</td></tr><tr><td>SM d18:1/22:0</td><td>1.93e+07(1.63e+07;2.23e+07)</td><td>2.79e+07(1.8e+07;3.78e+07)</td><td>0.04</td></tr><tr><td>SM d18:1/22:2</td><td>2.22e+05(1.36e+05;2.9e+05)</td><td>3.04e+05(2.62e+05;4.78e+05)</td><td>0.02</td></tr><tr><td>SM d18:1/24:0</td><td>1.67e+07(1.36e+07;1.92e+07)</td><td>2.04e+07(1.79e+07;2.22e+07)</td><td>0.02</td></tr><tr><td>SM d18:1/24:1</td><td>8.31e+06(6.27e+06;9.09e+06)</td><td>1.04e+07(7.57e+06;1.32e+07)</td><td>0.03</td></tr><tr><td>SM d20:1/14:0</td><td>5.52e+05(4.86e+05;6.72e+05)</td><td>7.54e+05(6.66e+05;8.49e+05)</td><td>0.01</td></tr><tr><td>SM d20:1/22:2</td><td>1.29e+06(9.87e+05;1.45e+06)</td><td>1.9e+06(1.45e+06;2.58e+06)</td><td>0.004</td></tr><tr><td>TG 14:1_16:0_18:3</td><td>8.46e+06(7.03e+06;1.12e+07)</td><td>1.17e+07(8.29e+06;1.45e+07)</td><td>0.04</td></tr><tr><td>TG 14:1_16:1_18:2</td><td>3.12e+06(2.66e+06;3.66e+06)</td><td>3.81e+06(3.39e+06;4.15e+06)</td><td>0.02</td></tr></tbody></table></table-wrap><table-wrap id="table-2"><caption><p>Table 2. Lipid levels with a statistically significant difference in levels between the control group and the maturing group, recorded in the negative-ion mode</p></caption><table><tbody><tr><td>Lipids</td><td>Сontrol group
(n = 24)</td><td>Sperm maturation arrest
(n = 14)</td><td>p</td></tr><tr><td>Cer-AS d24:1/16:1</td><td>7.47e+04(6.37e+04;9.21e+04)</td><td>9.8e+04(7.87e+04;1.43e+05)</td><td>0.05</td></tr><tr><td>CL 20:4_22:6_22:6_22:6</td><td>7.78e+04(7.05e+04;9.01e+04)</td><td>9.81e+04(8.65e+04;1.14e+05)</td><td>0.02</td></tr><tr><td>OxPG 16:0_18:0(1O)</td><td>7.8e+04(6.39e+04;9.46e+04)</td><td>1.07e+05(7.95e+04;1.48e+05)</td><td>0.03</td></tr><tr><td>OxPS 16:0_18:2(2O)</td><td>2.95e+04(2.51e+04;3.53e+04)</td><td>2.39e+04(1.88e+04;2.81e+04)</td><td>0.04</td></tr><tr><td>OxPS 18:1_18:1(2O)</td><td>4.46e+04(4.03e+04;5.15e+04)</td><td>3.57e+04(2.7e+04;3.97e+04)</td><td>0.01</td></tr><tr><td>PC 16:1_18:1</td><td>1.66e+05(1.16e+05;2.05e+05)</td><td>2.34e+05(1.77e+05;2.9e+05)</td><td>0.04</td></tr><tr><td>PG 20:3_22:6</td><td>1.77e+05(7.28e+04;2.04e+05)</td><td>3.39e+05(1.76e+05;4.53e+05)</td><td>0.002</td></tr><tr><td>PC O-16:0/24:0</td><td>5.86e+04(4.9e+04;7.89e+04)</td><td>9.87e+04(7.11e+04;1.13e+05)</td><td>0.003</td></tr><tr><td>PC O-16:1/16:0</td><td>9.13e+04(7.85e+04;1.12e+05)</td><td>5.96e+04(5.6e+04;7.48e+04)</td><td>0.01</td></tr><tr><td>PC O-22:0/18:1</td><td>7.84e+04(5.62e+04;8.86e+04)</td><td>9.1e+04(7.49e+04;1.04e+05)</td><td>0.04</td></tr><tr><td>PC P-16:0/22:0</td><td>2.45e+05(1.7e+05;2.87e+05)</td><td>2.98e+05(2.61e+05;4.36e+05)</td><td>0.02</td></tr></tbody></table></table-wrap><p>Diagnostic models based on logistic regression were constructed as well to determine the stop of sperm maturation in the mode of positive and negative ions (Tables 3-4, Fig. 1).</p><table-wrap id="table-3"><caption><p>Table 3. Compounds used to build a model for the diagnosis of sperm maturation arrest in the positive-ion mode</p></caption><table><tbody><tr><td>Variable</td><td>β</td><td>CI (β)</td><td>OR</td><td>CI OR</td><td>Z Wald's test</td><td>р</td></tr><tr><td>Intercept term</td><td>-4.54</td><td>-8.11 – -2.10</td><td> </td><td> </td><td>-3.06</td><td>0.002</td></tr><tr><td>PC 16:0_22:6</td><td>-0.73</td><td>-1.42 – -0.27</td><td>0.48</td><td>0.24 – 0.76</td><td>-2.58</td><td>0.01</td></tr><tr><td>SM d20:1/22:2</td><td>4.96</td><td>2.29 – 9.13</td><td>142.31</td><td>9.90 – 9.22^103</td><td>2.93</td><td>0.003</td></tr><tr><td>Note: β — β coefficient, CI — confidence interval, OR — odds ratio, CI OR — the confidence interval of the odds ratio, Z — Wald's test, P — the probability of the coefficient is equal to 0.</td></tr></tbody></table></table-wrap><table-wrap id="table-4"><caption><p>Table 4. Compounds used to build a model for the diagnosis of sperm maturation arrest in the negative-ion mode</p></caption><table><tbody><tr><td>Variable</td><td>β</td><td>CI (β)</td><td>OR</td><td>CI OR</td><td>Z Wald's test</td><td>p</td></tr><tr><td>Intercept term</td><td>-1.24</td><td>-3.45 – 0,78</td><td> </td><td> </td><td>-1.19</td><td>0.23</td></tr><tr><td>PG 20:3_22:6</td><td>2.52</td><td>1.13 – 4,49</td><td>12.37</td><td>3.10 – 89.27</td><td>3.02</td><td>0.002</td></tr><tr><td>PC O-16:1/16:0</td><td>-1.96</td><td>-4.12 – 0,27</td><td>0.14</td><td>0.02 – 0.76</td><td>-2.05</td><td>0.04</td></tr><tr><td>Note: β — β coefficient, CI — confidence interval, OR — odds ratio, CI OR — the confidence interval of the odds ratio, Z — Wald's test, P — the probability of the coefficient is equal to 0.</td></tr></tbody></table></table-wrap><fig id="fig-1"><caption><p>Figure 1. ROC curves constructed during cross-validation of models for compounds with different concentrations in the control group and the sperm maturation arrest group (positive-ion (A) and negative-ion (B) modes). The figures show the values of the area under the operating curve</p></caption><graphic xlink:href="urovest-9-4-g001.png"><uri content-type="original_file">https://cdn.elpub.ru/assets/journals/urovest/2021/4/tmPvAjJ1GIZ2mpyqgqhjVqSUJflqHRjI1UAKownP.png</uri></graphic></fig><p>Thus, according to the results of cross-validation, the model in the positive-ions mode had more favorable prognostic characteristics, namely good sensitivity (91%) and satisfactory specificity (85%). In the negative-ion mode, according to the results of cross-validation, the model had less favorable prognostic characteristics, namely satisfactory sensitivity (75%) and specificity (81%).</p></sec><sec><title>Discussion</title><p>While consulting about infertility for patients with non-obstructive azoospermia, it is important to provide information about the chances of sperm-obtaining. An unsuccessful microTESE procedure, especially with simultaneous oocyte retrieval, can have irreparable emotional and financial consequences for both members of a married couple [<xref ref-type="bibr" rid="cit18">18</xref>]. According to the earlier studies, the use of histopathological patterns can be considered as a valuable predictor of sperm extraction [15, 19, 20].</p><p>In this study, the authors evaluated the lipid profile of ejaculate in patients with sperm maturation arrest. The authors were able to find candidate lipids, including PC 16:0_22:6, PC O-16:1/16:0, SM d20:1/22:2, and PG 20:3_22:6, belonging to the classes of phosphatidylcholines, sphingomyelins (phospholipids), and phosphatidylglycerines, which in multivariate analysis turned out to be statistically significant predictors of non-obstructive azoospermia with sperm maturation arrest. Sicchieri et al. found that when cryopreserved spermatozoa were thawed, their overall motility significantly increased after treatment with L-phosphatidylcholine and L-acetyl-carnitine [<xref ref-type="bibr" rid="cit21">21</xref>]. Also, Vireque et al. demonstrated in their study that Lα-phosphatidylcholine improves the quality of sperm cells in vitro [<xref ref-type="bibr" rid="cit22">22</xref>]. Boguenet et al. analyzed the metabolomic profile of seminal plasma of 20 men suffering from severe oligoastenozoospermia and compared it with the one of 20 men with normozoospermia. Therefore, they revealed a decrease in concentrations of 17 phosphatidylcholines and 4 sphingomyelins in the group with severe oligoastenozoospermia [<xref ref-type="bibr" rid="cit23">23</xref>].</p><p>Sphingomyelins are components of prostasomes that, being fused with sperm cells, stabilize their plasma membrane, enriching it with cholesterol, sphingomyelin, and saturated glycerophospholipid. This prevents the premature occurrence of an acrosomal reaction [<xref ref-type="bibr" rid="cit24">24</xref>]. Rivera-Egea et al. analyzed the lipid composition of sperm cells from infertile patients after intracytoplasmic sperm cells injection (the group of non-pregnant (n = 16) and compared it with the group of pregnant (n = 22)). As a result, 151 different lipids were found in samples, 10 of which were significantly increased in samples from the group of non-pregnant, ranging from 1.10 to 1.30 times. Primarily, these were ceramides, sphingomyelins, and three glycerophospholipids, one lysophosphatidylcholine, and two types of plasmalogens [<xref ref-type="bibr" rid="cit25">25</xref>].</p><p>Discussing the faults of the study, the authors need to touch upon the choice of the control group. Normozoospermia will differ from any azoospermia in the metabolomic profile due to the absence of sperm cells. And it is the disadvantage of this study. The authors decided that they could not use obstructive azoospermia as a control group, since the lipidome would depend on the level of obstruction. Considering the heterogeneity of non-obstructive azoospermia, this group is also not suitable. It is also doubtful to use separate subspecies of non-obstructive azoospermia as a comparison group since their metabolomic profile has not been described in detail before. Anyway, this study is the first one of such a series. The authors decided to use normozoospermia as a control group. The distortion of the results due to the influence of mature sperm cells was leveled by examining the seminal plasma separated from them. In the future, the authors also plan to compare the metabolomic profile of seminal plasma of non-obstructive azoospermia subspecies.</p></sec><sec><title>Conclusion</title><p>Even though the early stages of spermatogenesis are equally preserved in both fertile men and men with homogeneous sperm maturation arrest, the ejaculate in the studied group of patients differs according to its lipid profile. Patients suffering from non-obstructive azoospermia, against the background of meiosis arrest, may have unique lipidomic characteristics of seminal plasma, which may in the future allow differentiating various variants of severe male infertility by using non-invasive methods.</p><p>1. Koelmel JP, Kroeger NM, Ulmer CZ, Bowden JA, Patterson RE, Cochran JA, Beecher CWW, Garrett TJ, Yost RA. LipidMatch: an automated workflow for rule-based lipid identification using untargeted high-resolution tandem mass spectrometry data. BMC Bioinformatics. 2017;18(1):331. DOI: 10.1186/s12859-017-1744-3
2. Sud M, Fahy E, Cotter D, Brown A, Dennis EA, Glass CK, Merrill AH Jr, Murphy RC, Raetz CR, Russell DW, Subramaniam S. LMSD: LIPID MAPS structure database. Nucleic Acids Res. 2007;35(Database issue):D527-32. DOI: 10.1093/nar/gkl838
3. Team, R.C. R: A language and environment for statistical computing. R Foundation for Statistical Computing, Vienna, Austria. Available online: https://www.r-project.org/
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